2025
Representer Theorems for Metric and Preference Learning: Geometric Insights and Algorithms
AISTATS 2025poster
We develop a mathematical framework to address a broad class of metric and preference learning problems within a Hilbert space. We obtain a novel representer theorem for the simultaneous task of metric and preference learning. Our key observation is that the representer theorem for this task can be…